Stationary states in single-well potentials under symmetric Levy noises
Bartlomiej Dybiec, Igor M. Sokolov, Aleksei V. Chechkin

TL;DR
This paper investigates the conditions under which stationary states exist in systems with single-well potentials influenced by symmetric Levy noises, revealing a critical relation between potential steepness and noise stability.
Contribution
It analytically derives the necessary condition for stationary states under symmetric Levy noise and characterizes their heavy-tailed probability densities.
Findings
Stationary states exist if the potential exponent c > 2 - alpha.
Stationary probability densities decay as x^{-(c+alpha-1)} at infinity.
Monte Carlo simulations confirm the analytical predictions.
Abstract
We discuss the existence of stationary states for subharmonic potentials , , under action of symmetric -stable noises. We show analytically that the necessary condition for the existence of the steady state is . These states are characterized by heavy-tailed probability density functions which decay as for , i.e. stationary states posses a heavier tail than the corresponding -stable law. Monte Carlo simulations confirm the existence of such stationary states and the form of the tails of corresponding probability densities.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
